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[ FreeCourseWeb.com ] Udemy - Testing and Monitoring Machine Learning Model Deployments

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Number of Files:

181

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2022-05-25

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FreeCourseWeb com Udemy Testing and Monitoring Machine Learning Model Deployments

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183B

~Get Your Files Here !/01 - Introduction/001 Course Curriculum Overview.mp4

10.12MB

~Get Your Files Here !/01 - Introduction/001 Course Curriculum Overview_en.vtt

3.13KB

~Get Your Files Here !/01 - Introduction/002 Course Requirements.mp4

7.14MB

~Get Your Files Here !/01 - Introduction/002 Course Requirements_en.vtt

2.05KB

~Get Your Files Here !/01 - Introduction/003 How to Approach This Course (Important).mp4

18.41MB

~Get Your Files Here !/01 - Introduction/003 How to Approach This Course (Important)_en.vtt

4.29KB

~Get Your Files Here !/01 - Introduction/004 All Notes & Slides For This Course.html

73B

~Get Your Files Here !/01 - Introduction/004 Complete-Course-Notes.pdf

1.13MB

~Get Your Files Here !/01 - Introduction/004 all-course-slides.pdf

16.08MB

~Get Your Files Here !/01 - Introduction/005 FAQ I would like to learn more about the topics not covered.html

2.91KB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/001 Deploying a Model to Production.mp4

34.59MB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/001 Deploying a Model to Production_en.vtt

9.6KB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/002 Course Scenario Predicting House Sale Price.mp4

43.3MB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/002 Course Scenario Predicting House Sale Price_en.vtt

10.43KB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/003 Setup A Python Installation (Important).mp4

27.82MB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/003 Setup A Python Installation (Important)_en.vtt

3.59KB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/004 Setup B Git and Github Setup (Advanced users can skip).mp4

25.12MB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/004 Setup B Git and Github Setup (Advanced users can skip)_en.vtt

2.84KB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/005 Course Github Repo & Data.mp4

14.5MB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/005 Course Github Repo & Data_en.vtt

2.79KB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/006 Download dataset and Github repo links and guidelines.html

2.43KB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/007 Setup C Jupyter Notebook Setup.mp4

13.64MB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/007 Setup C Jupyter Notebook Setup_en.vtt

2.7KB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/008 Setup D Install Notebook Dependencies.mp4

15.87MB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/008 Setup D Install Notebook Dependencies_en.vtt

2.62KB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/009 Introduction to the Dataset & Model Pipeline.mp4

89.94MB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/009 Introduction to the Dataset & Model Pipeline_en.vtt

15.05KB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/010 ML System Lifecycle.mp4

24.48MB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/010 ML System Lifecycle_en.vtt

7.25KB

~Get Your Files Here !/02 - Setting the Scene & ML System Lifecycle/011 Additional Links and Resources.html

2.55KB

~Get Your Files Here !/03 - Testing Concepts for ML Systems/001 Section Overview.mp4

2.4MB

~Get Your Files Here !/03 - Testing Concepts for ML Systems/001 Section Overview_en.vtt

1.1KB

~Get Your Files Here !/03 - Testing Concepts for ML Systems/002 Testing Focus in This Course.mp4

8.63MB

~Get Your Files Here !/03 - Testing Concepts for ML Systems/002 Testing Focus in This Course_en.vtt

1.7KB

~Get Your Files Here !/03 - Testing Concepts for ML Systems/003 Why Test.mp4

19.98MB

~Get Your Files Here !/03 - Testing Concepts for ML Systems/003 Why Test_en.vtt

4.52KB

~Get Your Files Here !/03 - Testing Concepts for ML Systems/004 Testing Theory.mp4

23.72MB

~Get Your Files Here !/03 - Testing Concepts for ML Systems/004 Testing Theory_en.vtt

4.9KB

~Get Your Files Here !/03 - Testing Concepts for ML Systems/005 Testing Machine Learning Systems (Important).mp4

40.04MB

~Get Your Files Here !/03 - Testing Concepts for ML Systems/005 Testing Machine Learning Systems (Important)_en.vtt

7.8KB

~Get Your Files Here !/03 - Testing Concepts for ML Systems/006 Setup A Install Requirements.html

710B

~Get Your Files Here !/03 - Testing Concepts for ML Systems/007 Wrap Up.mp4

1.34MB

~Get Your Files Here !/03 - Testing Concepts for ML Systems/007 Wrap Up_en.vtt

615B

~Get Your Files Here !/04 - Unit Testing a Production ML Model/001 Section Overview.mp4

2.67MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/001 Section Overview_en.vtt

1.01KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/002 Code Conventions.mp4

10.98MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/002 Code Conventions_en.vtt

3.16KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/003 Pytest.mp4

56.63MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/003 Pytest_en.vtt

10.3KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/004 Setup - Kaggle Data.mp4

20.5MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/004 Setup - Kaggle Data_en.vtt

3.27KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/005 Download the data set - Text Summary.html

1.27KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/006 Setup 2 - Tox.mp4

33.64MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/006 Setup 2 - Tox_en.vtt

5.83KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/007 Troubleshooting Tox on Windows.mp4

13.59MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/007 Troubleshooting Tox on Windows_en.vtt

1.27KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/008 Troubleshooting Tox on Windows II.html

1.49KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/009 Code Base Overview.mp4

99.53MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/009 Code Base Overview_en.vtt

15.79KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/010 Preprocessing & Feature Engineering Unit Testing Theory - Why Do This.mp4

21.26MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/010 Preprocessing & Feature Engineering Unit Testing Theory - Why Do This_en.vtt

3.81KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/011 Temporary Fix - important.html

301B

~Get Your Files Here !/04 - Unit Testing a Production ML Model/012 Preprocessing & Feature Engineering Unit Testing.mp4

80.83MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/012 Preprocessing & Feature Engineering Unit Testing_en.vtt

10.92KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/013 Quick note on git hygiene for the course.html

309B

~Get Your Files Here !/04 - Unit Testing a Production ML Model/014 Model Config Unit Testing Theory - Why Do This.mp4

16.33MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/014 Model Config Unit Testing Theory - Why Do This_en.vtt

3.5KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/015 Model Config Unit Testing.mp4

88.51MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/015 Model Config Unit Testing_en.vtt

10.22KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/016 Input Data Testing Theory - Why Do This.mp4

19.45MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/016 Input Data Testing Theory - Why Do This_en.vtt

3.33KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/017 Input Data Unit Testing.mp4

77.78MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/017 Input Data Unit Testing_en.vtt

8KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/018 Model Quality Unit Testing Theory - Why Do This.mp4

10.32MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/018 Model Quality Unit Testing Theory - Why Do This_en.vtt

2.98KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/019 Model Quality Unit Testing.mp4

74.21MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/019 Model Quality Unit Testing_en.vtt

10.97KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/020 Quick Lecture on Tooling Improvements.mp4

22.06MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/020 Quick Lecture on Tooling Improvements_en.vtt

2.84KB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/021 Wrap Up.mp4

6.68MB

~Get Your Files Here !/04 - Unit Testing a Production ML Model/021 Wrap Up_en.vtt

2.25KB

~Get Your Files Here !/05 - Docker & Docker Compose/001 Section Overview.mp4

2.52MB

~Get Your Files Here !/05 - Docker & Docker Compose/001 Section Overview_en.vtt

1011B

~Get Your Files Here !/05 - Docker & Docker Compose/002 Quick Docker Recap.mp4

34.15MB

~Get Your Files Here !/05 - Docker & Docker Compose/002 Quick Docker Recap_en.vtt

7.03KB

~Get Your Files Here !/05 - Docker & Docker Compose/003 Why Use Docker.mp4

27.4MB

~Get Your Files Here !/05 - Docker & Docker Compose/003 Why Use Docker_en.vtt

7.29KB

~Get Your Files Here !/05 - Docker & Docker Compose/004 Introduction to Docker Compose.mp4

18.62MB

~Get Your Files Here !/05 - Docker & Docker Compose/004 Introduction to Docker Compose_en.vtt

5.09KB

~Get Your Files Here !/05 - Docker & Docker Compose/005 Docker & Docker Compose Installation.mp4

52.49MB

~Get Your Files Here !/05 - Docker & Docker Compose/005 Docker & Docker Compose Installation_en.vtt

6KB

~Get Your Files Here !/05 - Docker & Docker Compose/006 Windows Specific Docker Issue.mp4

28.85MB

~Get Your Files Here !/05 - Docker & Docker Compose/006 Windows Specific Docker Issue_en.vtt

3.92KB

~Get Your Files Here !/05 - Docker & Docker Compose/007 Important Requirements Fix.html

330B

~Get Your Files Here !/05 - Docker & Docker Compose/008 Docker Space Consumption Tips.html

508B

~Get Your Files Here !/06 - Integration Testing the ML API/001 Section Overview.mp4

2.98MB

~Get Your Files Here !/06 - Integration Testing the ML API/001 Section Overview_en.vtt

873B

~Get Your Files Here !/06 - Integration Testing the ML API/002 API Conceptual Guide.mp4

6.71MB

~Get Your Files Here !/06 - Integration Testing the ML API/002 API Conceptual Guide_en.vtt

2.75KB

~Get Your Files Here !/06 - Integration Testing the ML API/003 Overview of the Codebase.mp4

43.42MB

~Get Your Files Here !/06 - Integration Testing the ML API/003 Overview of the Codebase_en.vtt

6.99KB

~Get Your Files Here !/06 - Integration Testing the ML API/004 Using our Open API Spec Part 1.mp4

10.98MB

~Get Your Files Here !/06 - Integration Testing the ML API/004 Using our Open API Spec Part 1_en.vtt

2.1KB

~Get Your Files Here !/06 - Integration Testing the ML API/005 WINDOWS SPECIFIC SETUP.html

376B

~Get Your Files Here !/06 - Integration Testing the ML API/006 Using our Open API Spec Part 2.mp4

22.04MB

~Get Your Files Here !/06 - Integration Testing the ML API/006 Using our Open API Spec Part 2_en.vtt

2.91KB

~Get Your Files Here !/06 - Integration Testing the ML API/007 Integration Testing Theory.mp4

8.08MB

~Get Your Files Here !/06 - Integration Testing the ML API/007 Integration Testing Theory_en.vtt

2.33KB

~Get Your Files Here !/06 - Integration Testing the ML API/008 WORK AROUND LECTURE - 32 bit Operating Systems.html

343B

~Get Your Files Here !/06 - Integration Testing the ML API/009 Integration Testing Hands-On Code.mp4

78.23MB

~Get Your Files Here !/06 - Integration Testing the ML API/009 Integration Testing Hands-On Code_en.vtt

10.58KB

~Get Your Files Here !/06 - Integration Testing the ML API/010 A note on benchmark integration tests.mp4

12.98MB

~Get Your Files Here !/06 - Integration Testing the ML API/010 A note on benchmark integration tests_en.vtt

1.9KB

~Get Your Files Here !/07 - Differential Testing/001 Section Overview.mp4

1.76MB

~Get Your Files Here !/07 - Differential Testing/001 Section Overview_en.vtt

805B

~Get Your Files Here !/07 - Differential Testing/002 Differential Testing Theory.mp4

12.6MB

~Get Your Files Here !/07 - Differential Testing/002 Differential Testing Theory_en.vtt

4.41KB

~Get Your Files Here !/07 - Differential Testing/003 Differential Testing Implementation.mp4

56.96MB

~Get Your Files Here !/07 - Differential Testing/003 Differential Testing Implementation_en.vtt

7.85KB

~Get Your Files Here !/08 - Shadow Mode Deployments/001 Section Overview.mp4

3.63MB

~Get Your Files Here !/08 - Shadow Mode Deployments/001 Section Overview_en.vtt

1.04KB

~Get Your Files Here !/08 - Shadow Mode Deployments/002 Shadow Mode Theory.mp4

19.02MB

~Get Your Files Here !/08 - Shadow Mode Deployments/002 Shadow Mode Theory_en.vtt

5.64KB

~Get Your Files Here !/08 - Shadow Mode Deployments/003 Testing Models in Production.mp4

46.37MB

~Get Your Files Here !/08 - Shadow Mode Deployments/003 Testing Models in Production_en.vtt

10.3KB

~Get Your Files Here !/08 - Shadow Mode Deployments/004 Tests in Shadow Deployments.mp4

66.88MB

~Get Your Files Here !/08 - Shadow Mode Deployments/004 Tests in Shadow Deployments_en.vtt

17.07KB

~Get Your Files Here !/08 - Shadow Mode Deployments/005 Code Overview - DB Setup.mp4

118.04MB

~Get Your Files Here !/08 - Shadow Mode Deployments/005 Code Overview - DB Setup_en.vtt

15.13KB

~Get Your Files Here !/08 - Shadow Mode Deployments/006 WINDOWS port mapping.html

646B

~Get Your Files Here !/08 - Shadow Mode Deployments/007 Gotcha breaking changes in sqlalchemy_utils.html

433B

~Get Your Files Here !/08 - Shadow Mode Deployments/008 Setup Tests for Shadow Mode.mp4

99.01MB

~Get Your Files Here !/08 - Shadow Mode Deployments/008 Setup Tests for Shadow Mode_en.vtt

12.81KB

~Get Your Files Here !/08 - Shadow Mode Deployments/009 Shadow Mode - Asynchronous Implementation.mp4

38.42MB

~Get Your Files Here !/08 - Shadow Mode Deployments/009 Shadow Mode - Asynchronous Implementation_en.vtt

4.64KB

~Get Your Files Here !/08 - Shadow Mode Deployments/010 Populate Database with Shadow Predictions.mp4

44.12MB

~Get Your Files Here !/08 - Shadow Mode Deployments/010 Populate Database with Shadow Predictions_en.vtt

6.27KB

~Get Your Files Here !/08 - Shadow Mode Deployments/011 Jupyter Demo - Setup.mp4

35.93MB

~Get Your Files Here !/08 - Shadow Mode Deployments/011 Jupyter Demo - Setup_en.vtt

5.02KB

~Get Your Files Here !/08 - Shadow Mode Deployments/012 Jupyter Demo - Tests in Shadow Mode.mp4

102.37MB

~Get Your Files Here !/08 - Shadow Mode Deployments/012 Jupyter Demo - Tests in Shadow Mode_en.vtt

16.35KB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/001 Section Overview.mp4

4.9MB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/001 Section Overview_en.vtt

1.91KB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/002 Why Monitor.mp4

28.37MB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/002 Why Monitor_en.vtt

5.97KB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/003 Monitoring Theory.mp4

40.28MB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/003 Monitoring Theory_en.vtt

10.06KB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/004 Metrics for Machine Learning Systems.mp4

24.3MB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/004 Metrics for Machine Learning Systems_en.vtt

7.1KB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/005 Prometheus & Grafana Overview.mp4

32.7MB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/005 Prometheus & Grafana Overview_en.vtt

7.73KB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/006 [WINDOWS ONLY] Additional Setup.mp4

17.05MB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/006 [WINDOWS ONLY] Additional Setup_en.vtt

2.29KB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/007 Basic Prometheus Setup - Hands-on.mp4

35.46MB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/007 Basic Prometheus Setup - Hands-on_en.vtt

5.86KB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/008 Adding Metrics - Hands-on.mp4

48.32MB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/008 Adding Metrics - Hands-on_en.vtt

8.1KB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/009 Adding Grafana - Hands-on.mp4

40.62MB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/009 Adding Grafana - Hands-on_en.vtt

7.62KB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/010 Infrastructure Metrics - Hands-on.mp4

43.71MB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/010 Infrastructure Metrics - Hands-on_en.vtt

6.88KB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/011 Adding Metrics Monitoring to Our Example Project.mp4

53.46MB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/011 Adding Metrics Monitoring to Our Example Project_en.vtt

7.52KB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/012 Creating an ML System Grafana Dashboard.mp4

107.61MB

~Get Your Files Here !/09 - Monitoring - Metrics with Prometheus/012 Creating an ML System Grafana Dashboard_en.vtt

16.46KB

~Get Your Files Here !/10 - Monitoring - Logs with Kibana/001 Monitoring Logs for ML - Theory.mp4

16.71MB

~Get Your Files Here !/10 - Monitoring - Logs with Kibana/001 Monitoring Logs for ML - Theory_en.vtt

4.88KB

~Get Your Files Here !/10 - Monitoring - Logs with Kibana/002 The Elastic Stack (Formerly ELK) - Overview.mp4

15.84MB

~Get Your Files Here !/10 - Monitoring - Logs with Kibana/002 The Elastic Stack (Formerly ELK) - Overview_en.vtt

5.45KB

~Get Your Files Here !/10 - Monitoring - Logs with Kibana/003 Kibana Hands-on Exercise.mp4

65.13MB

~Get Your Files Here !/10 - Monitoring - Logs with Kibana/003 Kibana Hands-on Exercise_en.vtt

9.51KB

~Get Your Files Here !/10 - Monitoring - Logs with Kibana/004 Integrating Kibana into The Example Project.mp4

70.08MB

~Get Your Files Here !/10 - Monitoring - Logs with Kibana/004 Integrating Kibana into The Example Project_en.vtt

9.63KB

~Get Your Files Here !/10 - Monitoring - Logs with Kibana/005 Setting Up a Kibana Dashboard for Model Inputs.mp4

85.86MB

~Get Your Files Here !/10 - Monitoring - Logs with Kibana/005 Setting Up a Kibana Dashboard for Model Inputs_en.vtt

12.97KB

~Get Your Files Here !/11 - Conclusion/001 Course Conclusion.mp4

4.99MB

~Get Your Files Here !/11 - Conclusion/001 Course Conclusion_en.vtt

1.26KB

~Get Your Files Here !/11 - Conclusion/002 Congratulations.html

624B

~Get Your Files Here !/12 - Final Section/001 Bonus Lecture - There is more.html

625B

~Get Your Files Here !/Bonus Resources.txt

386B

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